{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3d5c304e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from matplotlib import pyplot\n",
    "import matplotlib.pyplot as plt\n",
    "from statsmodels.tsa.seasonal import seasonal_decompose\n",
    "from sklearn.metrics import mean_absolute_error, mean_squared_error, r2_score \n",
    "from statsmodels.tsa.arima.model import ARIMA\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "from gplearn.genetic import SymbolicRegressor\n",
    "from statsmodels.graphics.tsaplots import plot_acf, plot_pacf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "d2826536",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "8f1286f7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>realtime_start</th>\n",
       "      <th>value</th>\n",
       "      <th>date</th>\n",
       "      <th>realtime_end</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019-12-06</td>\n",
       "      <td>156309.0</td>\n",
       "      <td>1952-01-01</td>\n",
       "      <td>2019-12-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2019-12-06</td>\n",
       "      <td>156527.0</td>\n",
       "      <td>1952-02-01</td>\n",
       "      <td>2019-12-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2019-12-06</td>\n",
       "      <td>156731.0</td>\n",
       "      <td>1952-03-01</td>\n",
       "      <td>2019-12-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2019-12-06</td>\n",
       "      <td>156943.0</td>\n",
       "      <td>1952-04-01</td>\n",
       "      <td>2019-12-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2019-12-06</td>\n",
       "      <td>157140.0</td>\n",
       "      <td>1952-05-01</td>\n",
       "      <td>2019-12-06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  realtime_start     value        date realtime_end\n",
       "0     2019-12-06  156309.0  1952-01-01   2019-12-06\n",
       "1     2019-12-06  156527.0  1952-02-01   2019-12-06\n",
       "2     2019-12-06  156731.0  1952-03-01   2019-12-06\n",
       "3     2019-12-06  156943.0  1952-04-01   2019-12-06\n",
       "4     2019-12-06  157140.0  1952-05-01   2019-12-06"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('POP.csv')\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "f8bb2128",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = data.drop(['realtime_start','realtime_end'],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "ad4c1099",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>value</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1952-01-01</th>\n",
       "      <td>156309.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1952-02-01</th>\n",
       "      <td>156527.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1952-03-01</th>\n",
       "      <td>156731.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1952-04-01</th>\n",
       "      <td>156943.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1952-05-01</th>\n",
       "      <td>157140.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               value\n",
       "date                \n",
       "1952-01-01  156309.0\n",
       "1952-02-01  156527.0\n",
       "1952-03-01  156731.0\n",
       "1952-04-01  156943.0\n",
       "1952-05-01  157140.0"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\"\"\"Преобразование столбца даты в объект datetime и установка его в качестве индекса\"\"\"\n",
    "data['date'] = pd.to_datetime(data['date'])\n",
    "data.set_index('date',inplace=True)\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "933112ec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>816.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>243847.767826</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>50519.140567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>156309.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>201725.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>239557.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>289364.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>330309.946000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               value\n",
       "count     816.000000\n",
       "mean   243847.767826\n",
       "std     50519.140567\n",
       "min    156309.000000\n",
       "25%    201725.250000\n",
       "50%    239557.500000\n",
       "75%    289364.250000\n",
       "max    330309.946000"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "3d6e7788",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = pyplot.subplots(1, 1, sharex='col', sharey='row', figsize=(10,5))\n",
    "fig.suptitle('Временной ряд в виде графика')\n",
    "data.plot(ax=ax, legend=False)\n",
    "pyplot.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "184b6fb5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(1, 5):\n",
    "    fig, ax = pyplot.subplots(1, 1, sharex='col', sharey='row', figsize=(5,4))\n",
    "    fig.suptitle(f'Лаг порядка {i}')\n",
    "    pd.plotting.lag_plot(data, lag=i, ax=ax)\n",
    "    pyplot.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "710027e2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = pyplot.subplots(1, 1, sharex='col', sharey='row', figsize=(10,5))\n",
    "fig.suptitle('Автокорреляционная диаграмма')\n",
    "pd.plotting.autocorrelation_plot(data, ax=ax)\n",
    "pyplot.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "3bed8ce1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_acf(data, lags=100)\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "f4108e72",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\noski\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\statsmodels\\graphics\\tsaplots.py:348: FutureWarning: The default method 'yw' can produce PACF values outside of the [-1,1] interval. After 0.13, the default will change tounadjusted Yule-Walker ('ywm'). You can use this method now by setting method='ywm'.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_pacf(data, lags=30)\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "5e4d744f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "decomposed = seasonal_decompose(data['value'], model = 'add')\n",
    "fig = decomposed.plot()\n",
    "fig.set_size_inches((10, 8))\n",
    "fig.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "4412c6af",
   "metadata": {},
   "outputs": [],
   "source": [
    "data_2 = data.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "503ff4cd",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# Целочисленная метка шкалы времени \n",
    "xnum = list(range(data_2.shape[0]))\n",
    "# Разделение выборки на обучающую и тестовую\n",
    "Y = data_2['value'].values\n",
    "train_size = int(len(Y) * 0.7)\n",
    "xnum_train, xnum_test = xnum[0:train_size], xnum[train_size:]\n",
    "train, test = Y[0:train_size], Y[train_size:]\n",
    "history_arima = [x for x in train]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "c2f758d5",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# Параметры модели (p,d,q) \n",
    "arima_order = (2,1,0)\n",
    "# Формирование предсказаний\n",
    "predictions_arima = list()\n",
    "for t in range(len(test)):\n",
    "    model_arima = ARIMA(history_arima, order=arima_order)\n",
    "    model_arima_fit = model_arima.fit()\n",
    "    yhat_arima = model_arima_fit.forecast()[0]\n",
    "    predictions_arima.append(yhat_arima)\n",
    "    history_arima.append(test[t])\n",
    "# Вычисление метрики RMSE\n",
    "error_arima = mean_squared_error(test, predictions_arima, squared=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "60d9a004",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(243847.7678259804, 24.173499561405922)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.mean(Y), error_arima"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "93444930",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# Записываем предсказания в DataFrame\n",
    "data_2['predictions_ARIMA'] = (train_size * [np.NAN]) + list(predictions_arima)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "62d1bb98",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = pyplot.subplots(1, 1, sharex='col', sharey='row', figsize=(10,5))\n",
    "fig.suptitle('Предсказания временного ряда')\n",
    "data_2.plot(ax=ax, legend=True)\n",
    "pyplot.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "4d01433d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = pyplot.subplots(1, 1, sharex='col', sharey='row', figsize=(10,5))\n",
    "fig.suptitle('Предсказания временного ряда (тестовая выборка)')\n",
    "data_2[train_size:].plot(ax=ax, legend=True)\n",
    "pyplot.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "59bb7b8e",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "function_set = ['add', 'sub', 'mul', 'div', 'sin']\n",
    "SR = SymbolicRegressor(population_size=500, metric='mse',\n",
    "                               generations=70, stopping_criteria=0.01,\n",
    "                               init_depth=(4, 10), verbose=1, function_set=function_set,\n",
    "                               const_range=(-100, 100), random_state=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "8b79fe10",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\noski\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\validation.py:1141: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    |   Population Average    |             Best Individual              |\n",
      "---- ------------------------- ------------------------------------------ ----------\n",
      " Gen   Length          Fitness   Length          Fitness      OOB Fitness  Time Left\n",
      "   0   263.65      2.43463e+63       23      7.14077e+09              N/A      2.78m\n",
      "   1   130.36      5.77055e+16       43      6.06688e+09              N/A     56.60s\n",
      "   2    53.10      4.58992e+15       34      3.54847e+09              N/A     34.80s\n",
      "   3    34.28      1.99853e+19       13      1.42699e+09              N/A     27.62s\n",
      "   4    35.05      2.10424e+16       38      1.04052e+09              N/A     31.71s\n",
      "   5    30.47      2.56729e+16       36      4.29436e+08              N/A     28.21s\n",
      "   6    31.30      3.00498e+16       50      6.39791e+07              N/A     25.16s\n",
      "   7    38.37      8.59782e+15       35      1.51165e+07              N/A     29.67s\n",
      "   8    43.37      5.29474e+15       47      4.76034e+06              N/A     29.67s\n",
      "   9    37.70      8.42452e+15       35      4.14545e+06              N/A     25.13s\n",
      "  10    40.68      5.69103e+15       32      3.65059e+06              N/A     30.56s\n",
      "  11    45.38      5.71108e+15       29      3.65015e+06              N/A     23.63s\n",
      "  12    41.36      5.72894e+15       29      3.65015e+06              N/A     30.33s\n",
      "  13    35.07      3.58233e+15       29      3.65015e+06              N/A     26.74s\n",
      "  14    33.33      8.46569e+15       35      3.53261e+06              N/A     26.66s\n",
      "  15    31.43      3.14997e+19       35      3.53261e+06              N/A     21.56s\n",
      "  16    30.19      1.42657e+16       35      3.53261e+06              N/A     23.78s\n",
      "  17    30.81      2.81228e+15       35      3.53261e+06              N/A     24.77s\n",
      "  18    33.31      5.72757e+15       35      3.53261e+06              N/A     21.67s\n",
      "  19    33.71      1.26632e+16       35      3.50395e+06              N/A     22.68s\n",
      "  20    34.95      1.70198e+16       35      3.50395e+06              N/A     22.59s\n",
      "  21    42.21      6.70957e+15       35      3.50395e+06              N/A     19.83s\n",
      "  22    54.68      6.78469e+15       35      3.50395e+06              N/A     22.18s\n",
      "  23    50.99      6.47928e+18      102      3.50387e+06              N/A     21.65s\n",
      "  24    42.69      8.57551e+15       71      3.50376e+06              N/A     19.57s\n",
      "  25    59.07      6.73374e+21       85      3.49756e+06              N/A     22.24s\n",
      "  26    89.07      1.51918e+25       85      3.49756e+06              N/A     24.51s\n",
      "  27   100.70      2.98833e+18       91      3.48956e+06              N/A     24.32s\n",
      "  28   120.58      7.92131e+23       91      3.48956e+06              N/A     24.64s\n",
      "  29   142.26      1.91023e+18      127      3.48498e+06              N/A     29.58s\n",
      "  30   116.37       6.9315e+21       54      3.46676e+06              N/A     26.07s\n",
      "  31   103.96      2.33782e+22       54      3.46676e+06              N/A     25.06s\n",
      "  32   107.16      2.82439e+18       54      3.46676e+06              N/A     21.38s\n",
      "  33   110.56      4.95099e+26      112      3.45858e+06              N/A     19.14s\n",
      "  34    94.20      1.96986e+18      114      3.45249e+06              N/A     20.94s\n",
      "  35    77.71       6.0703e+15      133      3.43034e+06              N/A     12.50s\n",
      "  36   111.25      5.62717e+15       79      3.42948e+06              N/A     17.74s\n",
      "  37   142.44       1.4552e+18      246      3.41658e+06              N/A     20.46s\n",
      "  38   171.28      3.11029e+19      187      3.36822e+06              N/A     21.67s\n",
      "  39   197.58       2.8446e+16      187      3.36419e+06              N/A     21.50s\n",
      "  40   213.08      1.12226e+16      212      3.35931e+06              N/A     21.66s\n",
      "  41   193.33      7.07447e+17      181      3.35563e+06              N/A     21.22s\n",
      "  42   200.58      9.48793e+19      308      3.25166e+06              N/A     19.53s\n",
      "  43   203.16       6.9535e+17      308      3.24914e+06              N/A     16.87s\n",
      "  44   271.65      2.48275e+15      434      3.17665e+06              N/A     21.97s\n",
      "  45   340.95      1.45248e+18      434      3.17665e+06              N/A     22.37s\n",
      "  46   407.23       2.9286e+14      874      3.13466e+06              N/A     24.26s\n",
      "  47   475.59      8.20919e+13      857      3.13086e+06              N/A     28.64s\n",
      "  48   698.39      6.58531e+17     1124       3.1245e+06              N/A     33.37s\n",
      "  49   871.75      5.67064e+14     1140       3.1232e+06              N/A     40.89s\n",
      "  50  1008.67      1.44739e+18     1126      3.11533e+06              N/A     44.77s\n",
      "  51  1040.20      8.00984e+13     1337       3.1087e+06              N/A     42.70s\n",
      "  52  1087.90       4.8939e+10     1352      3.10262e+06              N/A     40.82s\n",
      "  53  1212.74      6.88053e+18     1338      3.09244e+06              N/A     43.05s\n",
      "  54  1332.59      9.76027e+14     1324      3.09015e+06              N/A     43.34s\n",
      "  55  1375.70       4.2908e+14     1361      3.08045e+06              N/A     36.10s\n",
      "  56  1400.24      4.21109e+14     1622      3.07579e+06              N/A     41.61s\n",
      "  57  1485.49      3.56926e+14     1361       3.0712e+06              N/A     36.86s\n",
      "  58  1565.07      5.99454e+17     1379      3.06568e+06              N/A     38.80s\n",
      "  59  1519.96      1.18494e+10     1452      3.05779e+06              N/A     33.92s\n",
      "  60  1441.96      3.61367e+14     1452      3.05779e+06              N/A     28.11s\n",
      "  61  1484.91      3.60553e+14     1441      3.04915e+06              N/A     24.87s\n",
      "  62  1502.33      8.71965e+13     1441      3.04637e+06              N/A     23.14s\n",
      "  63  1499.87      5.11657e+12     1470      3.04262e+06              N/A     19.05s\n",
      "  64  1457.59      3.97956e+14     1453      3.03789e+06              N/A     15.99s\n",
      "  65  1514.59      3.44098e+14     1735      3.03427e+06              N/A     12.40s\n",
      "  66  1597.79      6.70466e+14     1728      3.02874e+06              N/A     10.77s\n",
      "  67  1652.89      3.52673e+14     1753      3.02842e+06              N/A      7.00s\n",
      "  68  1696.85      3.44312e+14     1728      3.02504e+06              N/A      3.57s\n",
      "  69  1756.59      5.96419e+17     1817      3.01702e+06              N/A      0.00s\n"
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51.302), add(X0, X0))))), sin(mul(sub(-36.019, -77.644), add(sin(mul(sub(-36.019, -77.644), add(add(add(add(X0, 51.302), add(add(X0, X0), X0)), add(X0, X0)), add(X0, X0)))), add(X0, X0))))), sin(mul(sub(-36.019, -77.644), add(add(add(add(X0, 51.302), add(add(X0, X0), X0)), add(X0, X0)), add(X0, X0))))), sin(mul(sub(-36.019, -77.644), add(add(55.353, 51.302), add(X0, X0))))))), 51.302), add(X0, X0))))), sin(mul(sub(-36.019, -77.644), add(add(add(add(X0, 51.302), add(add(X0, X0), X0)), add(sub(-36.019, -77.644), add(X0, X0))), add(X0, X0))))), sin(mul(sub(-36.019, -77.644), add(add(add(add(X0, 51.302), add(add(X0, X0), X0)), add(X0, X0)), add(X0, X0))))), sin(mul(sub(-36.019, -77.644), add(-36.019, add(X0, X0))))))), sub(add(add(X0, X0), X0), mul(55.353, 65.255)))</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">SymbolicRegressor</label><div class=\"sk-toggleable__content\"><pre>sub(mul(sub(-36.019, -77.644), add(add(add(X0, 51.302), add(add(add(X0, 55.353), mul(55.353, 65.255)), X0)), sub(sub(sub(sub(sub(sub(sub(sub(sub(sub(sub(sub(sub(sub(sub(sub(sub(sub(sub(sub(sub(sub(sub(sub(sub(sub(sub(sub(sub(sub(sub(sub(sub(add(X0, X0), sin(mul(sub(-36.019, -77.644), add(add(add(add(X0, 51.302), add(add(X0, X0), X0)), add(X0, X0)), add(X0, X0))))), sin(mul(sub(sub(sub(add(X0, X0), sin(mul(sub(-36.019, -77.644), add(add(add(add(X0, 51.302), add(add(X0, X0), X0)), add(X0, X0)), add(X0, X0))))), sin(mul(sub(-36.019, -77.644), add(add(add(add(X0, 51.302), add(add(X0, X0), X0)), add(X0, 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sub(mul(sub(-36.019, -77.644), add(X0, X0)), sub(sub(sub(sub(sub(sub(sub(sub(sub(sub(sub(add(X0, X0), sin(mul(sub(-36.019, -77.644), add(add(add(add(X0, 51.302), add(add(X0, X0), X0)), add(X0, X0)), add(X0, X0))))), add(add(X0, X0), X0)), sin(mul(sub(-36.019, -77.644), add(add(add(X0, sub(mul(sub(-36.019, -77.644), add(X0, X0)), sub(add(X0, X0), add(add(add(X0, X0), X0), sin(X0))))), 51.302), add(X0, X0))))), sin(mul(sub(-36.019, -77.644), add(sub(-36.019, -77.644), add(X0, X0))))), sin(mul(sub(-36.019, -77.644), add(add(add(add(X0, 51.302), add(add(X0, X0), X0)), add(X0, X0)), add(X0, X0))))), sin(mul(sub(-36.019, -77.644), add(add(add(add(X0, 51.302), add(add(X0, X0), X0)), add(X0, X0)), add(X0, X0))))), sin(mul(sub(-36.019, -77.644), add(add(add(add(X0, 51.302), add(add(X0, X0), X0)), add(X0, X0)), add(X0, X0))))), sin(mul(sub(-36.019, -77.644), add(add(add(X0, sub(mul(sub(-36.019, -77.644), add(X0, X0)), sub(add(X0, X0), mul(55.353, mul(sub(-36.019, -77.644), add(add(add(X0, add(add(add(X0, X0), X0), X0)), add(add(add(add(X0, 51.302), add(add(X0, X0), X0)), add(X0, X0)), add(X0, X0))), sin(X0))))))), 51.302), add(X0, X0))))), sin(mul(sub(-36.019, -77.644), add(sin(mul(sub(-36.019, -77.644), add(add(add(add(X0, 51.302), add(add(X0, X0), X0)), add(X0, X0)), add(X0, X0)))), add(X0, X0))))), sin(mul(sub(-36.019, -77.644), add(add(add(add(X0, 51.302), add(add(X0, X0), X0)), add(X0, X0)), add(X0, X0))))), sin(mul(sub(-36.019, -77.644), add(add(55.353, 51.302), add(X0, X0))))))), 51.302), add(X0, X0))))), sin(mul(sub(-36.019, -77.644), add(add(add(add(X0, 51.302), add(add(X0, X0), X0)), add(sub(-36.019, -77.644), add(X0, X0))), add(X0, X0))))), sin(mul(sub(-36.019, -77.644), add(add(add(add(X0, 51.302), add(add(X0, X0), X0)), add(X0, X0)), add(X0, X0))))), sin(mul(sub(-36.019, -77.644), add(-36.019, add(X0, X0))))))), sub(add(add(X0, X0), X0), mul(55.353, 65.255)))</pre></div></div></div></div></div>"
      ],
      "text/plain": [
       "SymbolicRegressor(const_range=(-100, 100),\n",
       "                  function_set=['add', 'sub', 'mul', 'div', 'sin'],\n",
       "                  generations=70, init_depth=(4, 10), metric='mse',\n",
       "                  population_size=500, random_state=0, stopping_criteria=0.01,\n",
       "                  verbose=1)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SR.fit(np.array(xnum_train).reshape(-1, 1), train.reshape(-1, 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "9bde3626",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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add(add(X0, X0), X0)), add(X0, X0)), add(X0, X0))))), sin(mul(sub(-36.019, -77.644), add(add(55.353, 51.302), add(X0, X0))))))), 51.302), add(X0, X0))))), sin(mul(sub(-36.019, -77.644), add(add(add(add(X0, 51.302), add(add(X0, X0), X0)), add(sub(-36.019, -77.644), add(X0, X0))), add(X0, X0))))), sin(mul(sub(-36.019, -77.644), add(add(add(add(X0, 51.302), add(add(X0, X0), X0)), add(X0, X0)), add(X0, X0))))), sin(mul(sub(-36.019, -77.644), add(-36.019, add(X0, X0))))))), sub(add(add(X0, X0), X0), mul(55.353, 65.255)))\n"
     ]
    }
   ],
   "source": [
    "print(SR._program)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "926053a2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([274891.75793852, 274817.36307349, 275068.42349884, 275594.91553188,\n",
       "       275909.57465535, 276033.9204471 , 276192.3291504 , 276368.95663777,\n",
       "       276651.56236873, 276542.01774132])"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Предсказания\n",
    "y_sr = SR.predict(np.array(xnum_test).reshape(-1, 1))\n",
    "y_sr[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "501ef679",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Записываем предсказания в DataFrame\n",
    "data_2['predictions_GPLEARN'] = (train_size * [np.NAN]) + list(y_sr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "03ddeb32",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = pyplot.subplots(1, 1, sharex='col', sharey='row', figsize=(10,5))\n",
    "fig.suptitle('Предсказания временного ряда (тестовая выборка)')\n",
    "data_2[train_size:].plot(ax=ax, legend=True)\n",
    "pyplot.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "1877a2fc",
   "metadata": {},
   "outputs": [],
   "source": [
    "error_SR = mean_squared_error(test, y_sr, squared=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "2b425260",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(243847.7678259804, 6510.330169456957)"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Ошибка прогноза\n",
    "np.mean(Y), error_SR"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "2564b490",
   "metadata": {},
   "outputs": [],
   "source": [
    "def print_metrics(y_test, y_pred):\n",
    "    print(f\"R^2: {r2_score(y_test, y_pred)}\")\n",
    "    print(f\"MSE: {mean_squared_error(y_test, y_pred, squared=False)}\")\n",
    "    print(f\"MAE: {mean_absolute_error(y_test, y_pred)}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "9d1c3294",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ARIMA\n",
      "R^2: 0.9999973075905816\n",
      "MSE: 24.173499561405922\n",
      "MAE: 16.034435650864996\n",
      "\n",
      "GPLEARN\n",
      "R^2: 0.8047153645391025\n",
      "MSE: 6510.330169456957\n",
      "MAE: 6443.710113418146\n"
     ]
    }
   ],
   "source": [
    "print(\"ARIMA\")\n",
    "print_metrics(test, predictions_arima)\n",
    "\n",
    "print(\"\\nGPLEARN\")\n",
    "print_metrics(test, y_sr)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
